Comparing various online solvers
  • References/Python/scikit-learn/Examples/Generalized Linear Models

An example showing how different online solvers perform on the hand-written digits dataset.

2025-01-10 15:47:30
Biclustering documents with the Spectral Co-clustering algorithm
  • References/Python/scikit-learn/Examples/Biclustering

This example demonstrates the Spectral Co-clustering algorithm on the twenty newsgroups dataset. The ?comp.os.ms-windows.misc

2025-01-10 15:47:30
Various Agglomerative Clustering on a 2D embedding of digits
  • References/Python/scikit-learn/Examples/Clustering

An illustration of various linkage option for agglomerative clustering on a 2D embedding of the digits dataset. The goal

2025-01-10 15:47:30
Blind source separation using FastICA
  • References/Python/scikit-learn/Examples/Decomposition

An example of estimating sources from noisy data.

2025-01-10 15:47:30
Plot Ridge coefficients as a function of the regularization
  • References/Python/scikit-learn/Examples/Generalized Linear Models

Shows the effect of collinearity in the coefficients of an estimator.

2025-01-10 15:47:30
Ledoit-Wolf vs OAS estimation
  • References/Python/scikit-learn/Examples/Covariance estimation

The usual covariance maximum likelihood estimate can be regularized using shrinkage. Ledoit and Wolf proposed a close formula to compute the asymptotically optimal

2025-01-10 15:47:30
A demo of the mean-shift clustering algorithm
  • References/Python/scikit-learn/Examples/Clustering

Reference: Dorin Comaniciu and Peter Meer, ?Mean Shift: A robust approach toward feature space analysis?. IEEE Transactions on Pattern Analysis

2025-01-10 15:47:30
Label Propagation learning a complex structure
  • References/Python/scikit-learn/Examples/Semi Supervised Classification

Example of LabelPropagation learning a complex internal structure to demonstrate ?manifold learning?. The outer circle should be labeled ?red

2025-01-10 15:47:30
Sparse coding with a precomputed dictionary
  • References/Python/scikit-learn/Examples/Decomposition

Transform a signal as a sparse combination of Ricker wavelets. This example visually compares different sparse coding methods using the

2025-01-10 15:47:30
Principal components analysis
  • References/Python/scikit-learn/Examples/Decomposition

These figures aid in illustrating how a point cloud can be very flat in one direction?which is where PCA comes in to choose a direction that is not flat.

2025-01-10 15:47:30